diff --git a/redash/tasks/failure_report.py b/redash/tasks/failure_report.py
index d763cc94b2..0339f3107e 100644
--- a/redash/tasks/failure_report.py
+++ b/redash/tasks/failure_report.py
@@ -1,10 +1,12 @@
-import logging
 import datetime
 import re
 from collections import Counter
 from redash.tasks.general import send_mail
 from redash import redis_connection, settings, models
 from redash.utils import json_dumps, json_loads, base_url, render_template
+from redash.worker import get_job_logger
+
+logger = get_job_logger(__name__)
 
 
 def key(user_id):
@@ -88,7 +90,7 @@ def notify_of_failure(message, query):
 
 
 def track_failure(query, error):
-    logging.debug(error)
+    logger.debug(error)
 
     query.schedule_failures += 1
     query.skip_updated_at = True
diff --git a/redash/tasks/queries/execution.py b/redash/tasks/queries/execution.py
index d7eacb00fb..b79b32d5e7 100644
--- a/redash/tasks/queries/execution.py
+++ b/redash/tasks/queries/execution.py
@@ -1,4 +1,3 @@
-import logging
 import signal
 import time
 import redis
@@ -31,7 +30,7 @@ def enqueue_query(
     query, data_source, user_id, is_api_key=False, scheduled_query=None, metadata={}
 ):
     query_hash = gen_query_hash(query)
-    logging.info("Inserting job for %s with metadata=%s", query_hash, metadata)
+    logger.info("Inserting job for %s with metadata=%s", query_hash, metadata)
     try_count = 0
     job = None
 
@@ -43,13 +42,13 @@ def enqueue_query(
             pipe.watch(_job_lock_id(query_hash, data_source.id))
             job_id = pipe.get(_job_lock_id(query_hash, data_source.id))
             if job_id:
-                logging.info("[%s] Found existing job: %s", query_hash, job_id)
+                logger.info("[%s] Found existing job: %s", query_hash, job_id)
 
                 job = Job.fetch(job_id)
 
                 status = job.get_status()
                 if status in [JobStatus.FINISHED, JobStatus.FAILED]:
-                    logging.info(
+                    logger.info(
                         "[%s] job found is ready (%s), removing lock",
                         query_hash,
                         status,
@@ -88,10 +87,10 @@ def enqueue_query(
                         "scheduled": scheduled_query_id is not None,
                         "query_id": metadata.get("Query ID"),
                         "user_id": user_id,
-                    }
+                    },
                 )
 
-                logging.info("[%s] Created new job: %s", query_hash, job.id)
+                logger.info("[%s] Created new job: %s", query_hash, job.id)
                 pipe.set(
                     _job_lock_id(query_hash, data_source.id),
                     job.id,
@@ -104,7 +103,7 @@ def enqueue_query(
             continue
 
     if not job:
-        logging.error("[Manager][%s] Failed adding job for query.", query_hash)
+        logger.error("[Manager][%s] Failed adding job for query.", query_hash)
 
     return job
 
@@ -171,7 +170,7 @@ def run(self):
                 error = str(e)
 
             data = None
-            logging.warning("Unexpected error while running query:", exc_info=1)
+            logger.warning("Unexpected error while running query:", exc_info=1)
 
         run_time = time.time() - started_at
 
diff --git a/redash/tasks/queries/maintenance.py b/redash/tasks/queries/maintenance.py
index 04045cedb8..f7956f2159 100644
--- a/redash/tasks/queries/maintenance.py
+++ b/redash/tasks/queries/maintenance.py
@@ -36,17 +36,17 @@ def refresh_queries():
     with statsd_client.timer("manager.outdated_queries_lookup"):
         for query in models.Query.outdated_queries():
             if settings.FEATURE_DISABLE_REFRESH_QUERIES:
-                logging.info("Disabled refresh queries.")
+                logger.info("Disabled refresh queries.")
             elif query.org.is_disabled:
-                logging.debug(
+                logger.debug(
                     "Skipping refresh of %s because org is disabled.", query.id
                 )
             elif query.data_source is None:
-                logging.debug(
+                logger.debug(
                     "Skipping refresh of %s because the datasource is none.", query.id
                 )
             elif query.data_source.paused:
-                logging.debug(
+                logger.debug(
                     "Skipping refresh of %s because datasource - %s is paused (%s).",
                     query.id,
                     query.data_source.name,
@@ -117,7 +117,7 @@ def cleanup_query_results():
     the database in case of many such results.
     """
 
-    logging.info(
+    logger.info(
         "Running query results clean up (removing maximum of %d unused results, that are %d days old or more)",
         settings.QUERY_RESULTS_CLEANUP_COUNT,
         settings.QUERY_RESULTS_CLEANUP_MAX_AGE,